{"id":"W2053325895","doi":"10.1021/es3029445","title":"Multidimensional Approach to Invasive Species Prevention","year":2013,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Great Lakes Protection Fund; U.S. Department of Transportation; National Oceanic and Atmospheric Administration; Transport Canada; U.S. Environmental Protection Agency","keywords":"Ballast; Invasive species; Environmental science; Introduced species; Alien species; Ecology; Organism; Biology; Freshwater ecosystem; Fishery; Ecosystem","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001214031,0.0007064292,0.0007032386,0.001810797,0.0006914588,0.00156602,0.0008710618,0.0007327864,0.006269175],"category_scores_gemma":[0.002273065,0.0002505451,0.0008415896,0.001224912,0.001225483,0.0009604741,0.002656541,0.000884439,0.0005538886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125148,"about_ca_system_score_gemma":0.0009981908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149424,"about_ca_topic_score_gemma":0.002445497,"domain_scores_codex":[0.9986439,0.0006665642,0.00006653086,0.0002091797,0.0003314918,0.00008217942],"domain_scores_gemma":[0.9992594,0.0002803141,0.0001477743,0.0001055259,0.00014393,0.00006294969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003234346,0.001137095,0.01000047,0.001048539,0.0002821105,0.0001835019,0.0007708867,0.09167983,0.04125723,0.1320587,0.005058304,0.7161999],"study_design_scores_gemma":[0.0001094011,0.002283115,0.02394605,0.0004474033,0.0002311345,0.0006520062,0.002029289,0.7260513,0.02157678,0.1594399,0.06303828,0.0001953845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07028332,0.003646815,0.8888302,0.001547269,0.0002641727,0.0003939263,0.0002504913,0.0003571768,0.03442655],"genre_scores_gemma":[0.4650623,0.002362314,0.518828,0.0004583684,0.0001103567,0.0008152355,0.0002099205,0.0000596581,0.01209381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006269175,"threshold_uncertainty_score":0.02097249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008396952588840897,"score_gpt":0.1970369542970062,"score_spread":0.1886400017081653,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}